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Commonsense Reasoning on StrategyQA and Big-Bench Hard Date Understanding (test)

71StrategyQA AccuracyStrategyLLM-SC
55.9259.83563.7567.665Nov 15, 2023

Evaluation results

MethodLinks
StrategyLLM-SCPrompting strategy=Strategy-based, Sampling strategy=Self-Consistency2023.11717472.5
CoT-SCPrompting strategy=Chain-of-Thought, Sampling strategy=Self-Consistency2023.117070.570.3
StrategyLLM-ZSPrompting strategy=Strategy-based, Evaluation protocol=Zero-shot2023.117072.571.3
StrategyLLMPrompting strategy=Strategy-based2023.1167.568.568
CoTPrompting strategy=Chain-of-Thought2023.116470.567.3
SolutionLLMMethod category=Baseline2023.1159.55255.8
SPPrompting strategy=Standard2023.1156.548.552.5